

import glob
import os
import random
from string import ascii_lowercase, digits

import cva
lowercase			:				Dict   =     ""
lowercase			:				Union[str, Any]   =     ""
lowercase			:				List[str]   =     ""
lowercase			:				int   =     1  # (0 is vertical, 1 is horizontal)






def        snake_case__		(    ):
							A		,		A      :					Dict      		=					get_dataset(lowerCamelCase_     ,				lowerCamelCase_		)
							print('''Processing...'''		)
							A		,		A		,		A      :					List[Any]      		=					update_image_and_anno(lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_		)

							for index, image in enumerate(lowerCamelCase_		):
														# Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
														A      :					int      		=					random_chars(32		)
														A      :					Optional[int]      		=					paths[index].split(os.sep		)[-1].rsplit('''.'''     ,				1		)[0]
														A      :					Optional[int]      		=					F'{OUTPUT_DIR}/{file_name}_FLIP_{letter_code}'
														cva.imwrite(F'/{file_root}.jpg'     ,				lowerCamelCase_     ,				[cva.IMWRITE_JPEG_QUALITY, 85]		)
														print(F'Success {index+1}/{len(lowerCamelCase_		)} with {file_name}'		)
														A      :					Any      		=					[]
														for anno in new_annos[index]:
																					A      :					Tuple      		=					F'{anno[0]} {anno[1]} {anno[2]} {anno[3]} {anno[4]}'
																					annos_list.append(lowerCamelCase_		)
														with open(F'/{file_root}.txt'     ,				'''w'''		) as outfile:
																					outfile.write('''\n'''.join(line for line in annos_list		)		)






def        snake_case__		(    lowerCamelCase_     ,				lowerCamelCase_		):
							A      :					Any      		=					[]
							A      :					List[Any]      		=					[]
							for label_file in glob.glob(os.path.join(lowerCamelCase_     ,				'''*.txt'''		)		):
														A      :					Tuple      		=					label_file.split(os.sep		)[-1].rsplit('''.'''     ,				1		)[0]
														with open(lowerCamelCase_		) as in_file:
																					A      :					str      		=					in_file.readlines()
														A      :					Optional[int]      		=					os.path.join(lowerCamelCase_     ,				F'{label_name}.jpg'		)

														A      :					Union[str, Any]      		=					[]
														for obj_list in obj_lists:
																					A      :					str      		=					obj_list.rstrip('''\n'''		).split(''' '''		)
																					boxes.append(
																					    [
																					        int(obj[0]		),
																					        float(obj[1]		),
																					        float(obj[2]		),
																					        float(obj[3]		),
																					        float(obj[4]		),
																					    ]		)
														if not boxes:
																					continue
														img_paths.append(lowerCamelCase_		)
														labels.append(lowerCamelCase_		)
							return img_paths, labels






def        snake_case__		(    lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_ = 1		):
							A      :					Dict      		=					[]
							A      :					str      		=					[]
							A      :					Optional[int]      		=					[]
							for idx in range(len(lowerCamelCase_		)		):
														A      :					Any      		=					[]
														A      :					Optional[int]      		=					img_list[idx]
														path_list.append(lowerCamelCase_		)
														A      :					int      		=					anno_list[idx]
														A      :					Optional[int]      		=					cva.imread(lowerCamelCase_		)
														if flip_type == 1:
																					A      :					List[str]      		=					cva.flip(lowerCamelCase_     ,				lowerCamelCase_		)
																					for bbox in img_annos:
																												A      :					Tuple      		=					1 - bbox[1]
																												new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]		)
														elif flip_type == 0:
																					A      :					List[str]      		=					cva.flip(lowerCamelCase_     ,				lowerCamelCase_		)
																					for bbox in img_annos:
																												A      :					int      		=					1 - bbox[2]
																												new_annos.append([bbox[0], bbox[1], y_center_new, bbox[3], bbox[4]]		)
														new_annos_lists.append(lowerCamelCase_		)
														new_imgs_list.append(lowerCamelCase_		)
							return new_imgs_list, new_annos_lists, path_list






def        snake_case__		(    lowerCamelCase_ = 32		):
							assert number_char > 1, "The number of character should greater than 1"
							A      :					List[Any]      		=					ascii_lowercase + digits
							return "".join(random.choice(lowerCamelCase_		) for _ in range(lowerCamelCase_		)		)


if __name__ == "__main__":
		main()
		print("DONE ✅")









lowercase			:				Dict   =     [sum(int(c, 10) ** 2 for c in i.__str__()) for i in range(10_00_00)]






def        snake_case__		(    lowerCamelCase_		):
							A      :					List[str]      		=					0
							while number:
														# Increased Speed Slightly by checking every 5 digits together.
														sum_of_digits_squared += DIGITS_SQUARED[number % 100000]
														number //= 100000

							return sum_of_digits_squared


# There are 2 Chains made,
# One ends with 89 with the chain member 58 being the one which when declared first,
# there will be the least number of iterations for all the members to be checked.

# The other one ends with 1 and has only one element 1.

# So 58 and 1 are chosen to be declared at the starting.

# Changed dictionary to an array to quicken the solution
lowercase			:				list[bool | None]   =     [None] * 10_00_00_00
lowercase			:				int   =     True
lowercase			:				Tuple   =     False






def        snake_case__		(    lowerCamelCase_		):

							if CHAINS[number - 1] is not None:
														return CHAINS[number - 1]  # type: ignore

							A      :					int      		=					chain(next_number(lowerCamelCase_		)		)
							A      :					Dict      		=					number_chain

							while number < 10000000:
														A      :					Any      		=					number_chain
														number *= 10

							return number_chain






def        snake_case__		(    lowerCamelCase_ = 10000000		):
							for i in range(1     ,				lowerCamelCase_		):
														if CHAINS[i] is None:
																					chain(i + 1		)

							return CHAINS[:number].count(lowerCamelCase_		)


if __name__ == "__main__":
		import doctest

		doctest.testmod()
		print(F"{solution() = }")






